{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: tensorflow-gpu==2.2.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (2.2.0)\n",
      "Requirement already satisfied: astunparse==1.6.3 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.6.3)\n",
      "Requirement already satisfied: protobuf>=3.8.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (3.12.2)\n",
      "Requirement already satisfied: opt-einsum>=2.3.2 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (3.2.1)\n",
      "Requirement already satisfied: gast==0.3.3 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.3.3)\n",
      "Requirement already satisfied: wrapt>=1.11.1 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.12.1)\n",
      "Requirement already satisfied: termcolor>=1.1.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.1.0)\n",
      "Requirement already satisfied: tensorflow-estimator<2.3.0,>=2.2.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (2.2.0)\n",
      "Requirement already satisfied: h5py<2.11.0,>=2.10.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (2.10.0)\n",
      "Requirement already satisfied: keras-preprocessing>=1.1.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.1.2)\n",
      "Requirement already satisfied: numpy<2.0,>=1.16.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.18.5)\n",
      "Requirement already satisfied: google-pasta>=0.1.8 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.2.0)\n",
      "Requirement already satisfied: six>=1.12.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.15.0)\n",
      "Requirement already satisfied: wheel>=0.26; python_version >= \"3\" in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.34.2)\n",
      "Requirement already satisfied: absl-py>=0.7.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.9.0)\n",
      "Requirement already satisfied: tensorboard<2.3.0,>=2.2.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (2.2.2)\n",
      "Requirement already satisfied: grpcio>=1.8.6 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.30.0)\n",
      "Requirement already satisfied: scipy==1.4.1; python_version >= \"3\" in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.4.1)\n",
      "Requirement already satisfied: setuptools in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from protobuf>=3.8.0->tensorflow-gpu==2.2.0) (49.2.0.post20200714)\n",
      "Requirement already satisfied: markdown>=2.6.8 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.2.2)\n",
      "Requirement already satisfied: google-auth<2,>=1.6.3 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.19.1)\n",
      "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (0.4.1)\n",
      "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.7.0)\n",
      "Requirement already satisfied: requests<3,>=2.21.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (2.24.0)\n",
      "Requirement already satisfied: werkzeug>=0.11.15 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.0.1)\n",
      "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from markdown>=2.6.8->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.7.0)\n",
      "Requirement already satisfied: rsa<5,>=3.1.4; python_version >= \"3\" in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (4.6)\n",
      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (4.1.1)\n",
      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (0.2.8)\n",
      "Requirement already satisfied: requests-oauthlib>=0.7.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.3.0)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (2020.6.20)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (2.10)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.25.9)\n",
      "Requirement already satisfied: zipp>=0.5 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.1.0)\n",
      "Requirement already satisfied: pyasn1>=0.1.3 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from rsa<5,>=3.1.4; python_version >= \"3\"->google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (0.4.8)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.1.0)\n"
     ]
    }
   ],
   "source": [
    "## tensorflow-gpu==2.3.0rc1 bug to load_weight after call inference\n",
    "!pip install tensorflow-gpu==2.2.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yaml\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tensorflow as tf\n",
    "\n",
    "from tensorflow_tts.processor.ljspeech import LJSpeechProcessor\n",
    "from tensorflow_tts.processor.ljspeech import symbols, _symbol_to_id\n",
    "\n",
    "from tensorflow_tts.configs import Tacotron2Config\n",
    "from tensorflow_tts.models import TFTacotron2\n",
    "\n",
    "import IPython.display as ipd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('../examples/tacotron2/conf/tacotron2.v1.yaml') as f:\n",
    "    config = yaml.load(f, Loader=yaml.Loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "config = Tacotron2Config(**config[\"tacotron2_params\"])\n",
    "processor = LJSpeechProcessor(None, \"english_cleaners\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"i love you so much.\"\n",
    "input_ids = processor.text_to_sequence(input_text)\n",
    "input_ids = np.concatenate([input_ids, [len(symbols) - 1]], -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "tacotron2 = TFTacotron2(config=config, training=False, name=\"tacotron2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "tacotron2.setup_window(win_front=6, win_back=6)\n",
    "tacotron2.setup_maximum_iterations(3000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save to Pb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "decoder_output, mel_outputs, stop_token_prediction, alignment_history = tacotron2.inference(\n",
    "        input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "        input_lengths=tf.convert_to_tensor([len(input_ids)], tf.int32),\n",
    "        speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "tacotron2.load_weights(\"../examples/tacotron2/checkpoints/model-120000.h5\", by_name=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Skipping full serialization of Keras layer <tensorflow_tts.models.tacotron2.TFTacotron2 object at 0x7fe160490bd0>, because it is not built.\n",
      "WARNING:tensorflow:Skipping full serialization of Keras layer <tensorflow_tts.models.tacotron2.TFTacotronLocationSensitiveAttention object at 0x7fe0c1c934d0>, because it is not built.\n",
      "WARNING:tensorflow:From /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages/tensorflow/python/ops/resource_variable_ops.py:1817: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "If using Keras pass *_constraint arguments to layers.\n",
      "INFO:tensorflow:Assets written to: ./test_saved/assets\n"
     ]
    }
   ],
   "source": [
    "# save model into pb and do inference. Note that signatures should be a tf.function with input_signatures.\n",
    "tf.saved_model.save(tacotron2, \"./test_saved\", signatures=tacotron2.inference)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load and Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "tacotron2 = tf.saved_model.load(\"./test_saved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"Unless you work on a ship, it's unlikely that you use the word boatswain in everyday conversation, so it's understandably a tricky one. The word - which refers to a petty officer in charge of hull maintenance is not pronounced boats-wain Rather, it's bo-sun to reflect the salty pronunciation of sailors, as The Free Dictionary explains.\"\n",
    "input_ids = processor.text_to_sequence(input_text)\n",
    "input_ids = np.concatenate([input_ids, [len(symbols) - 1]], -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "decoder_output, mel_outputs, stop_token_prediction, alignment_history = tacotron2.inference(\n",
    "        tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "        tf.convert_to_tensor([len(input_ids)], tf.int32),\n",
    "        tf.convert_to_tensor([0], dtype=tf.int32)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xh4X42a1kNM9EwanJQ0REYiU1ehQ7fl7NRePm8JfXH4Hv2lnokCSiJg8REYkHMwbfvZf074Zy/2kTyWyv1yyYkhdKKERE+oBETQ1N7ziRS15Yw+YrJzD45qfI7Kh/ZfIqKTh3I/BEXrZCUJOHiEipM2P1Lw/nyJErue2db8QWLyh0RNKJOC8OFt/IRUTkwMyYOifF8Nuq2HvWbjKLlxU6IumEA0G0hHl3twMxs3PNbJmZrTCzq/fz/GFm9rCZPWtmC83svANdUwmFiEgJs2SS56+eQc1jy9S8IQCYWRL4EfAmYDpwoZlN3+ewrwB3ufsxwAXAjw90XTV5iIiUsMTkCZT9dR5BWXmhQ5EDst5q8jgBWOHuqwDM7E7gfGBJ1jEO1EX7/YGNB7qoaihEREqUpVK8dP5QsPgORexLwnkoLC8bMMTM5mZtl2W91GhgXdbj9VFZtmuBD5jZeuA+4DMHil81FCIiJShRXc1LV8wk0U44A6ZWD+1rtrv7rG6cfyFwi7t/x8xOBm43syPdO/9FUkIhIlKC1n96Jk3j0ky/di3pQgcjOeul1UY3AGOzHo+JyrJdCpwL4O5PmlklMATY2tlF1eQhIlJi2s49nr0T00y7cjHpzVsA8LTSimLn5Ke5I2ry6MocYLKZTTCzcsJOl7P3OeYl4GwAMzsCqAS2dXVRJRQiIiJ9iLungcuBB4ClhKM5FpvZ18zsbdFhVwIfM7MFwK+BD7t3vXqcmjxEREqBGYmKCph2OJOuW0LlmU7Q1FToqOQgBb30Pd/d7yPsbJld9h9Z+0uAUw/mmkooRERKQOO7TqD+gkbeOvF5FpxQrjknYsgdMgdurihaSihEROIqkcQSRmLyBDa+Jc2gB2pZdM9gvH1HoSOTQ5RD/4eipYRCRCSmGt85i8THtnLFhAf4xbvPw5cuIpNuL3RY0kcpoRARiaHU+MPwj26j7bbh3HjH4VjFajzdHtabSyyFozziO1ZCCYWISNwkkkz47RZWvbGaYM9LOOCtrYWOSvIgk8PCXsVKCYWISMzsvOgEVl7SQNDwQqFDEXmZEgoRkbgwY/mPjqdsFwy4XclEqelYyyOulFCIiBS7RBI8oP6SkyjfAaMf0ZDQ0qQ+FCIi0oMSVZW0nzCV+hnO5Kvm4oE6XpaqQH0oRESkp6y56mjaJjcz+Tt7tCaHFC0lFCIiRSx91nGkGmHsjwN8gfpNlDLNlCkiInmVHNCfYMIYmsfU0P+qlxj7qf746nUEHhQ6NOlhce5D0WORm9lYM3vYzJaY2WIzuyIqv9bMNpjZc9F2XtY5XzazFWa2zMzO6anYREREJL96soYiDVzp7vPNrBaYZ2YPRc99193/J/tgM5tOuCb7a4BRwF/NbIq7Z3owRhGR4pJIcv1zD3DrjlNY1zyQxvdVkNmwLHzO4lsdLgcWzpQZ3/e4xxIKd98EbIr295jZUmB0F6ecD9zp7q3AajNbAZwAPNlTMYqIFBUzJj5dxhennk6iro5g9268NWuhL02rXfLiPMqjVxprzGw8cAzwdFR0uZktNLObzWxgVDYaWJd12nr2k4CY2WVmNtfM5rajqWZFpDQ0vutEblj9BMu/OB1vbSWzfbum05ZY6fGEwsz6Ab8DPufuu4GfABOBmYQ1GN85mOu5+43uPsvdZ5VRke9wRUQKItUccNVRbyT5j2fDAtVG9DkdM2XmYyuEHh3lYWZlhMnEHe7+ewB335L1/M+BP0UPNwBjs04fE5WJiJS05OBB7BpfRsVfmgodihSYRnnsh5kZcBOw1N1vyCofmXXYO4Dno/3ZwAVmVmFmE4DJwDM9FZ+ISG+zigqsooJEdTXJ4cNIjRhOsq6OZV+ZwojHG7CEYclkocOUQslT7UQp1lCcCnwQWGRmz0Vl1wAXmtlMwtqdNcDHAdx9sZndBSwhHCHyaY3wEJGSYEaiqgomj6NxQi3tVQna6sIP/coGp2JHgmDRcgj0kSfx1ZOjPB6D/XZXva+Lc74BfKOnYhIRKYTgtTPZOqOKms0Zqra2keiXot+6dnYcVcXmk2HyF+dCMokroejTnHiP8tBMmSIiPSg5fQpbZ1TRb2OGVHOAJw1PGsnWDEMWNDH4+QTertVDJRTneSji2/tDRCQG6o8dRFAOTcPCj9s9YytItmRoGl1F2eotJP75bIEjFMkP1VCIiPSQ1IRxbH19O9OuWkOmfiep4UOp3NtI0NhEmQekNTRUsnQMG40rJRQiIvlmRmrUSNZ+px+T3zWfTJQ4BLv3EDQ2Fjg4KWZKKERE5BUnHsWqK52ht1W9MkGVGd7WXti4RHqQEgoREZEiEPfFwdQpU0QkT5LDh3Hnuic4/qfP0v/eGqpmzwufSESTVXlQuOAkFgIsL1shqIZCRCQPrKKCyt86F046E29P0z946pVEIppfwtPpAkYoRc/j3YdCNRQiIt2UrKtj2hMZdl13WLhCaMcEVZqoSvoQ1VCIiHRD8NqZrP60k/4MpJ6cHxaaabVQOWgaNioi0gdZWTmJfjUsvyTFkAfLSMybj3ckEUom5BDFOaFQk4eIyCFITBjLh556jrF/TDDk7ufDpg6RPkw1FCIiB8OM1LixVN20i9vPOpmqDc+gsRuSDxo2KiLSh6TGjeVjD/2dpk8MJr1xU6HDkRLjbnnZCkE1FCIiuUgkSVRWsPH71fzs6BkELSvUV0LyTsuXi4iUsOTgQSz/wTgG9m+k7qd1BE1NhQ5JpOioyUNEpAsrfzWTdz22hOp5VdhvB1N537xChyQlyqOJrfKxFYJqKERE9iM1ehT972pm4z3V/P6aExi1YS6eblczh/SoQvV/yAfVUIiI7CM1Yjjn//U51v3PFEbd8DTpNS/h7W1KJkS6oBoKERGRohDvYaNKKEREslhZOWt+NIR7z5pB9eZnVCshvSrOTR5KKEREABJJUqNGsPQLYxl5p5PetHj/x2mdDpH9UkIhIgJYWYqN54+jbLdTO/tZOk0ZlExID9HiYCIiJaDl9TPYc3jApGuexdvThQ5H+iKPd76qhEJE+rzU6FFs+thepnx0Kxkt8iUFFOeZMjVsVET6tNSI4az+yHjGXr6bzI76QocjEltKKESkT0pUVpIaO4aPPPok7f2czJZt8a5vlthztDiYiEi8mNF89lEc97V53HTK8UzcOQdPq9+EFJrmoRARiY2Wt5xAzZXr2bV7D0s/NJnM9mWFDkmkJCihEJE+IzVuLLVXrWPn/x7GqLkbSa9dV+iQRF4lzq1uSihEpE9IVFfT/1d72fnmgH5755FWE4cUIc2UKSJSxBLV1Wx/39EE/7YXdj0Ppv7oUnzclVCIiBQnM5JDhrD0+nHUDd4Jty6PPrUzhY5MpOQooRARESkScR7loXo/ESlZ6bOO5dNP/pOa5eWMeOdyCFQzIcXNPT9bIaiGQkRKUtM7T2TXh3bzoxNPYXT9k/HuPi8SA0ooRCS+LKoejpIFq6jAW1tJzJzOwCvWUvvRak2nLbGiTpkiIr0lkYQgg6VS4WiNhL28OmiiogIbMpjk9+tpe2MDZLYXOFiR3DmFmzY7H5RQiEh8JJKkhg0h2L0HJo+jeUw/LO2kmjLsOLKSPePh2rffxR3vOBtv3UyislJTaov0EiUUIhIblkzitTUkUim2HjeApuEGBi1DA5LNULnNuOPUmWTqVwIQtLQUOGKRgxPnnj45JRRmNgI4gfBe57j75h6NSkRkX2bUv/84tp2aZuyfjaGPbYVkAi9LYlvqobkFq64ivX3HK30rzNQZU+Ij5hNbHXDYqJl9FHgGeCfwbuApM/tITwcmIgJAIsme953Ei7ccgyfg8N8E7JgefhcKqstJD6yi+ZhxMHYk6S1bw3M6kgglExI3nqetAHKpofgCcIy77wAws8HAE8DNPRmYiIhVVBDMOoJd791D1dz+1K5rpfypFxjBNHYeM5QBDy6DPXtIBE7GAyUQIgWUS0KxA9iT9XhPVCYi0qMS1dXs/Pe9jP94C+kNL5A8/DCCdJryJ5dSHgRkWluVREhJ6a0mDzM7F/g+kAR+4e7X7+eY9wLXEtZ5LHD393d1zVwSihXA02Z2b3TR84GFZvZ5AHe/4WBuQkTkQKyiAj96ClN+spRlFw8nvWETBBkyK9eAe6w7rol0pTfyYzNLAj8C3gCsB+aY2Wx3X5J1zGTgy8Cp7t5gZsMOdN1cpt5eCfyBV1pl7gVWA7XR1lnAY83sYTNbYmaLzeyKqHyQmT1kZi9GPwdG5WZmPzCzFWa20MyOzSE2ESk1iSSbPnEcZ930FMs+MplgyYsvT5ltyWSBgxMpCScAK9x9lbu3AXcSVhZk+xjwI3dvAHD3rQe66AFrKNz9OgAzq3b3poMIOA1c6e7zzawWmGdmDwEfBv7m7teb2dXA1cCXgDcBk6PtROAn0U8R6QvMSB02hjfct4j/nd/M34+ug2Dpqw7xQHUTUrqcvDZ5DDGzuVmPb3T3G6P90cC6rOfW869/b6cAmNnjhM0i17r7X7p6wQMmFGZ2MnAT0A84zMyOBj7u7p/q6jx33wRsivb3mNnS6CbOB86IDrsV+AdhQnE+cJu7O+FIkgFmNjK6joiISGlzIH8JxXZ3n9WN81OEX/DPAMYAj5rZUe6+s6sTDuR7wDnAbAB3X2Bmpx1MVGY2HjgGeBoYnpUkbAaGR/v7y5hGEyUlWde6DLgMoJLqgwlDRIpYcvLhLL1mAJkPnMqUpUsJgsy/ziPhQeECFCkdG4CxWY/HRGXZ1gNPu3s7sNrMlhMmGHM6u2hOy5e7+7p9inJeA9jM+gG/Az7n7rv3ue5Bj5h19xvdfZa7zyqj4mBOFZEiZRUVLPvEUIb+rRwWLXtlhkuN4JA+ppeWL58DTDazCWZWDlxAVGmQ5Q9ErQlmNoSwCWRVVxfNJaFYZ2anAG5mZWZ2FbD0QCdFQZQRJhN3uPvvo+ItZjYyen4k0NHRI5eMSURKTGrsGLh/CP3WJRj0h+e7XntDCYaUul6Y2Mrd08DlwAOEf8/vcvfFZvY1M3tbdNgDwA4zWwI8DHyhYz6qzuTS5PEJwrGqown/wD8IdNl/AsJRG4R9L5buM7R0NnAxcH30896s8svN7E7CziG71H9CpLQ1vvtEZnxpAcu/OJ0RjzwdNnOI9Fm9t9qou98H3LdP2X9k7Tvw+WjLSS4JxVR3vyi7wMxOBR4/wHmnAh8EFpnZc1HZNYSJxF1mdimwFnhv9Nx9wHmE8140AZfkcgMiEj/JoUNpOn48m041aj86gYqtG0krmRCJtVwSiv8F9p0TYn9lr+LujwGdpVpn7+d4Bz6dQzwiEmeJJGs+PplkK4z7cyvBwhcI1JQhEorxf4VOE4pouOgpwNCOWTEjdYRjUkVEcpdIkuxXw9rLj8QCKNvjVDy2WMmESIeYrzbaVQ1FOeHcEylePSPmbsJVR0VEcpYaO4qlXxsKuzMcccNmgi3bXhnNISKx12lC4e6PAI+Y2S3uvhbAzBJAv32Hf4qIHMiLHx/DxJtbKFu4nHRDQ6HDESlOMa6wy2XY6H+bWZ2Z1QDPA0vM7As9HJeIlJDkkMGU7zbKtjeR2bmz0OGIFDHL09b7ckkopkc1Em8H7gcmEI7eEBHJyQv/bzJjvjMXX71Oc0mIdKUX5qHoKbkkFGXRBFVvB2ZH03DqE0FEcpKsq6N6YwLPZCDQ1NkipSqXYaM/A9YACwgXBxlH2DFTROSAXvvYFv55QhtBkMHT8e3BLtIrYvx1PZfly38A/CCraK2ZndlzIYmIiPRB+V1ttNcdsMnDzIab2U1mdn/0eDrhlNkiIvuXSJIc0J/EzOk89r4ZBK2tAF2v0yEisZZLH4pbCBcJGRU9Xg58rofiEZESYMcewQvXHcHKC/oTvLhaHTFFctRLq432iFwSiiHufhcQwMurlGnSfRH5V2YkBw9i7ZvrqFmXoGqL4YGSCZGclfgoj0YzG0wUopmdBOzq0ahEJJbWfP0kPvf0PynbC2NvWcaI7z0JWvRLpE/IZZTH5wmXFp9oZo8DQ9HU2yKSxVIpVl93PDh8b9YpjNz9NBklEiIHL8adMnMZ5THfzE4HphJOv7UsmotCRAQSSZZ/9zgqtxgTblpFetdu9ZkQOUQW4/86B0wozCwJnAeMj45/o5nh7jf0cGwiUozMsFQZ3t4GZrS98VjKdiWY8Ms1pDdvUTIhcqgK2P8hH3Jp8vgj0AIsIuqYKSJ9mHs466UZyWmTWPN2Y8qnniGTMCUTIn1YLgnFGHef0eORiEgsWCpFYuBAGDKApVf15/BfZcKOl4lcPk5EpHMW6z4UuYzyuN/M3tjjkYhILHjg7DxrIqNv2cjwv6coe2TBy+Ui0k0xHjaay1eKp4B7zCwBtBN2zHR3r+vRyESkuJiRHDCAFT8+jHS9M/CCIQzY+GzY/AEaHirSx+VSQ3EDcDJQ7e517l6rZEKkjzFj5wdP4sNPz6fu79VM++5WMus34a2t6jchkk8lXkOxDnjeXZ8aIn1RcspEGr4P27e3cOvpJzOkfj6ZtjYlEiI9Icb/rXJJKFYB/4gWB2vtKNSwUREREemQS0KxOtrKo01E+pAVX6thwJ01THtwNenNW7BkUrUTIj0h5suX5zJT5nW9EYiIFA8rKyfRr4ZVPxvDyNsqqXpgHkFZKpyDQkuQi/SYkpwp08y+5+6fM7M/sp9WHXd/W49GJiK9zww77jVsP6aWHae0UfdEBdWPLCJob8PTmnFfpMeVYkIB3B79/J/eCERECi81biy7vt5Ec6NT+3h/RnzviVemx1Uzh4h0odOEwt3nRbsz3f372c+Z2RXAIz0ZmIj0MjPG/XYrqz86gX4vrAiHhIqI5CiXeSgu3k/Zh/Mch4gU2PHPpln7vhGwbDXe1lbocET6JPP8bIXQVR+KC4H3AxPMbHbWU7VAfU8HJiK9x44/irmXBtjm1QQtLYUOR0RiqKs+FE8Am4AhwHeyyvcAC3syKBHpPYkjp9H8jT1UvWsHQXNzocMR6dtKcdiou68F1hJOuy0iJSg1ehTTb1vGokunE+xdq46XIoVUwGmz8yGXPhQiUmIStbU0veNEzntoEUveOhJ/bomSCZFiEOO1PJRQiPRBjWcdQeXlG7nvnKNJb9ykZEJEuq3LhMLMkmZ2R28FIyK9Y+tFzZS9YxfpdeuVTIgUkTiP8ugyoXD3DDDOzLSGh0gpSCTZ8bGTmfiFnWT2NhY6GhHZV4ybPHJdbfTxaOjoy59AWm1UREREOuSSUKyMtgThHBQiEkPJAf1pumsgifbtZH65CYJMoUMSkX3FuAUy59VGzaza3Zt6PiQRybfUiOGs/MEwBtxaw8A7norzZ5ZIySpk/4d8OOAoDzM72cyWAC9Ej482sx/3eGQikheJykr23FpNvwf60f/XcwodjoiUqFyaPL4HnAPMBnD3BWZ2Wk8GJSL5kTnzWHZMqqD2u2mG/HUOrmYOkeJWijNlZnP3dWavukl9KokUKzOSQ4bQNGs8uz+5m917nCEfWYKn04WOTEQOJMZNHrkkFOvM7BTAzawMuAJY2rNhicihypx+DA1f2ENN+VaGXd2PEWvWktFS5CKxEOc+FLkkFJ8Avg+MBjYADwKf7smgROTQJGprWfkxZ+RNg6h+Zj3p9YtVnSgivSKXUR7bgYt6IRYR6YbEzOl8/Z5b+NIlk0k9No90RqmESOyUYg2Fmf0vXdyau3+2RyISkYOWrKtj0I838pUZZ5NsXIB7oCm1ReKmhIeNzgXmAZXAscCL0TYTOOBU3GZ2s5ltNbPns8quNbMNZvZctJ2X9dyXzWyFmS0zs3MO8X5E+pzk9Cl8b9H91F88iGDv3nDCKiUTItLLOq2hcPdbAczsk8Br3T0dPf4p8M8crn0L8EPgtn3Kv+vu/5NdYGbTgQuA1wCjgL+a2ZRoLRER6YSVlVP50wY+O+lMvH1VocMRke6K8XeBXJYvHwjUZT3uF5V1yd0fBepzjON84E53b3X31cAK4IQczxXps+oerqXpimF4e1uhQxGRfCjxxcGuB541s4cBA04Dru3Ga15uZh8ibFK50t0bCEeQPJV1zPqo7F+Y2WXAZQCVVHcjDJEY6Jj/xR1LpcKtsgKrqmLvcYfR/D9Q9ZxmvxQpFaXahwIAd/8lcCJwD/A74OSO5pBD8BNgImE/jE3Adw72Au5+o7vPcvdZZVQcYhgiIiKSTznNlEnY/PC6aN+BPx7Ki7n7lo59M/s58Kfo4QZgbNahY6Iykb7NEiRqqiGTITFoIMHgOnZPqqN5cIJdU52JVz514GuIiPSCXBYHu55wdswl0fZZM/uvQ3kxMxuZ9fAdQMcIkNnABWZWYWYTgMnAM4fyGiKlKNG/jmBIf9oGV1O+K03N1gwT7mkpdFgikm8l3ofiPGCmuwcAZnYr8CxwTVcnmdmvgTOAIWa2HvgqcIaZzSS83TXAxwHcfbGZ3UWYsKSBT2uEhwgkqiqxw0bhQLq2glRTO5ZxmkbUUDtvO1qdQ0SKRa5NHgN4ZcRG/1xOcPcL91N8UxfHfwP4Ro7xiJQkS6VeXsQrUV1NYkB/Nr92EP1Xt1OxeS/W0g5mDLx3Dek9ewocrYjkVcwntsolofhv/nWUx9U9GpVIH2Rl5ST61RDsbSQ5eCC7Th1P7bJd9F/dTqItoHVEPxLtAeVbG/Hm5kKHKyI9oZQTCnf/tZn9Azg+KvqSu2/u0ahE+iBLJtj2jmlUNgRsOBPKdieonz6Iw+7fTevgSqpW7sDSGbyxWUuRi0jROWBCYWbvAP7u7rOjxwPM7O3u/oeeDk6k5EXzTKTGjWXJNcOx1oDJ0zdQ9dfDGLwkTXt1guSG7VTtrHolmWhsLHDQItJjSrmGAviqu9/T8cDdd5rZV4E/9FhUIiUuOWQwwZ69bLn0ODD44Cf/wvqfj2HMvesJNm9nTOsGcKfKjDSQqKrCg4CgrT1cq0NESo5R+n0o9je0NNfOnCKyP8MGs/ILUzB30lXO394whVEN80m37GcoqDtBc7MW/BLpC2L83zyXxGCumd0A/Ch6/GnCVUhFZH/MwBJYIpo2O5kEwFtbX36++bD+WAYOv2cvib0tpDd10S2pY/ptEZEilktC8Rng/wG/iR4/RJhUiEgWq6gI19ooS0EqBRZV7rW3gSXwZBIrL8NqanjxwgxTL3+BoLGJTDjFy/6pVkKk7yj1YaPu3oiGiYrsl6VSkExi5eXYiKGQSGCtbeCOl6XADGtqgYpytp82koYjID0gzdTLFhJ01Fh0+QKmpEKkL+ml/+5mdi7wfSAJ/MLdr+/kuHcBdwPHu/vcrq6ZyyiPKcBVwPjs4939rJwjFylFZuFEVEdNJjCwwEnXlpPa244btA6ppGVQEk8Y6SqoP7GdyrXl9Ftb9krzR3SdTpMGJRMikmdmliTsxvAGwtW955jZbHdfss9xtYRLbzydy3VzafL4LfBT4BeAupeLiIj0lN75DnECsMLdVwGY2Z3A+YTLX2T7T+CbwBdyuWguCUXa3X9yEIGKlL5EkmT/OoJJY2iY1o/qbWlaBySpWd/Czqk1NA9NYFH63V4DiTRMv24LQf1OvKX11Z8Z7i935NSQUJG+LY99KIaYWXYTxY3ufmO0PxpYl/XceuDEV8Vhdiww1t3/bGZ5Syj+aGafAu4BXq6ndff6zk8RKV2J2lqYOBbaM2w6pZaqHQF7Rqcoa3Yajqiisj5gyMJWEq0ZUntasfYM1tRC+qX1XTdtaD08Ecmf7e4+61BONLMEcAPw4YM5L5eE4uLoZ3aG4sDhB/NCIqUgOXgQ6y6ZRlAGQTmkmqF2XSvJvW0kdjWFB5WlsJY2fEcDQVNTuJpwJqP+ECJyYL3zMbEBGJv1eExU1qEWOBL4h4XD1kcAs83sbV11zMxllMeEQwpXpIQkJ02ARIIpv17LskcDKnYkKN8No34yH4DE0CEE9Q14W3uUPARKIETk4Di9lVDMASab2QTCROIC4P0vh+G+CxjS8Thaz+uqQx7lYWZfdPdvRfvvcfffZj33X+5+zSHeiEh8JJKkxo9lydWDGT2mnhc+Po2pa1cSNDTgmQwdM0gEGza9co6SCRE5RL0xD4W7p83scuABwmGjN7v7YjP7GjC3Y+2ug7W/abU7XJC1/+V9njv3UF5MJFYSSfykI/nMg/dz2L0Jqr5eh89fSmb79nC1T/esLQg7VHY1SZWISJFw9/vcfYq7T3T3b0Rl/7G/ZMLdzzhQ7QR03eRhnezv77FISbFZRxKUJVl7hfPdKUdS0//FsD9EZ6MwOmokVDMhIt0R44+QrhIK72R/f49FSoMZy28+luq6Fs6bsBA+PSOsechk8PZ0l+cpmRCR7irVqbePNrPdhLURVdE+0ePKHo9MpLclktRffALVLxrDn4HnH6sgmVxBAGR27+76XCUTItLHdZpQuHuyNwMRKaTkgP403TWQVGYrY968BoJXOlyKiPSaGH836apTpkjfkEiy9DuTaf/5cOrOW6XZKkWkMDyPWwHkMrGVSOlKJNl50QnULTLq7ltAoKYLESkQI94jHpRQSJ+VqK3lhW8fQfnARiZ8aFluy4mLiMh+KaEQEREpFjGuJFVCIX2TGWuvOIrqtTDuy+vIqHZCRIpAqQ4bFSlZqdGjaBkaMPVLz8X5C4GISNHQKA/pc9Z95RS+9Oifw2QinSZoaSl0SCIiIY3yEImH9V8+hdbBAd+YdBwESiREpMjEuMpUCYX0GYmaGprGppl21fMEmmtCRCSvlFBI32DGDYsf4sqZKUjp115EipDHu1Om+lBI6TIjUVlJcuokZs53Pj/tLIK9jQdel0NEpFDUh0Kk+KTGH8ZL7xnN3sPTtH/uGBItzxY6JBGRLqmGQqRIJGpqSA4fRnLSBN53/+M0Tm9l4IIkiX8uLHRoIiIlTTUUUjKSQwaz+vKpvO38J1i5dwi/PnYKk5vmFTosEZHcxbiGQgmFlAYzln9pCjUbYeGHjyCoKoOWxYWOSkTkoMS5yUMJhcSfGRt/fwTl84yR/9hFsPAF0KqhIiK9SgmFxJqlUnDUVFIP9Wf0TfNwrckhInFVwBEa+aCEQkREpFgooRApjOSYURx98yLmHVeGe1DocEREDpmhPhQihZFI8sLnRuFn7YGgodDRiIj0aZqHQmKr/6MDGPY0ZBqUTIhIidBMmSK9a/2XT6H1G+0MWvgS6UIHIyKSJxbjEWpKKCR2LJUi3c+pemQxQZDVb8JMw0VFRApECYXEipWVs+lTs5h000bSTU2vflLJhIjEWcyHjaoPhcSHGbvfeSy7Z7YSbNxc6GhERPLOPD9bIfRYQmFmN5vZVjN7PqtskJk9ZGYvRj8HRuVmZj8wsxVmttDMju2puCSmzEj060f5pZs54t9WEGgCKxGRotKTNRS3AOfuU3Y18Dd3nwz8LXoM8CZgcrRdBvykB+OSODALt2g/2b+Oj89/lso3bySzc5eaN0SkNMV4lEePJRTu/ihQv0/x+cCt0f6twNuzym/z0FPAADMb2VOxSRFJJMMflZUkqqtJ1tWRqKkh0a8fiaoqMGPdV07mP599iJ+fcRre3lbggEVEek6cmzx6u1PmcHffFO1vBoZH+6OBdVnHrY/KNrEPM7uMsBaDSqp7LlLpNckhg2HwQHCnfVgtlnHaBpVTXt9G/ZHVNI9O85UjTiNo/ZdfBxGR0hLjyteCjfJwdzc7+DzK3W8EbgSos0Ex/qfv25ID+uMtrSSGDCY9ZjDp6jIaR5XR1s/wpLFreobkQKNfTQPT3reGoKWl0CGLiEgXejuh2GJmI919U9SksTUq3wCMzTpuTFQmpSiRxPrXEUyoY9fh/fAE1KxvoWp7gsp68KQx/InGsEFuwQqCtKauEpE+oIDNFfnQ28NGZwMXR/sXA/dmlX8oGu1xErArq2lERESkb4hxp8weq6Ews18DZwBDzGw98FXgeuAuM7sUWAu8Nzr8PuA8YAXQBFzSU3FJYVlFBY3nzaRxeIKGmRmq1iUZ/VgzqfpGMEg2thFUpEisXIen06qdEBGJiR5LKNz9wk6eOns/xzrw6Z6KRYrHqmuPpfKInaT+MoDxf3BSe5toG1jO3lFDGDhvG75hMzQ1kXF/ZdioiEgfoOXLRbpiBpbAkkkSUyYweKEz6Ie78MaNBI3NeLqd6ooKamprobUVT6exZBJPpzXXhIj0PTH+3NPU29JzzEhOmoAdewTLfjaDSbeuompbO5mt2yGVAg+w8nLcncyOeoKmJrw9jQdR7UQ0R4WIiBQ/JRTSY5KTD2fNBSM47eY5DHqqjJXvGUX5I4vwdDtYApJJvK0NM8MShmcy4EG0OQSZQt+CiEivivPEVkooJO8SlZX4qTM55e7FuMGjx/VnxH0vkV69NpzpMqqR8LZw1sugpeWVJo6OTUSkr8nXCI9SG+UhfU+ishISCU56cidrmlfyxBsOY/ye5wja20iv32dakezah47Ol0okRKSPs6DQERw6JRSSH2ZYvxpWXjGF4GN7Sb20lcyWLbmdq0RCRCT2lFBIXlgyyZZ3TaG9fwDPLEKzR4iIHIIYf79SQiHdlqyrY8sFr2HXZGfyZ58udDgiIrGleSik7zKj5aQptJ67m6lX7FLNhIhIH6WEQg6JlZUTzDqCtut2sW5JisnvXUZa02SLiBw6J9Z9ypRQyMExIzlgAPXnTWXHm1sY8ssRjN2VCYd9iohIt6jJQ0RERLpPCYX0Fc3nH8+6NzupBmP8T4zkU/PDmS9FRKRPU0IhOUsO6A+f3EbdfSMZPreJ5MKVBOn2WLf5iYgUC602Kn3Ci7cdyx9O+zFXz3oz1Xs2YqkUQVOTkgkRkXyJ+dIDWstDumbGxi+cQs3zlXxx6ulk6nfibW0EjY2x/sUXEZH8Ug2FdCk1ZjTNwwMmfTnqK6EkQkSkx6jJQ0pPIklq1Ah2/rycKZ/ZSqa9rdARiYiUvhgnFGrykH9hqRSJGVOZdu8myv53MJkVqwsdkoiIFDnVUMir2DGv4TW/WMqIiqf5+/uPp2LRXDVziIj0EjV5SElIjR7FxJ8vZ8nFU1j84mq89YVChyQi0nc4EMQ3o1BCIS879f6VPHr8AMzW4K2thQ5HRKTviW8+oT4UEmo793gef+sUvK0NEvq1EBGRg6O/HIJVVJC4aguZjVtIDhiAt2uhLxGRQjDPz1YIavLo4xK1tay94igmfHAV6XQ7mYaGQockItJ3xbgTvGooREREpNuUUPRhqRHDWXPlUVTUQ3rLtlhnxiIipaC3mjzM7FwzW2ZmK8zs6v08/3kzW2JmC83sb2Y27kDXVELRRyVqanjxisNpHZRh8JIWCDKFDklEpG/zPG5dMLMk8CPgTcB04EIzm77PYc8Cs9x9BnA38K0Dha+Eog9KjR3D+XPWkGwxJl/xDMl/zC90SCIifV64fLnnZTuAE4AV7r7K3duAO4Hzsw9w94fdvSl6+BQw5kAXVafMviSRJDV8KH5bwOx3n8q4lfNwNXOIiJSiIWY2N+vxje5+Y7Q/GliX9dx64MQurnUpcP+BXlAJRR+RqKlh1Zdn8J63PMYznzoWW7IAzAodloiIZAvydqXt7j6ruxcxsw8As4DTD3SsEoq+wIz+D1bQPi9g/nsmk1y3LPydVe2EiEhRyaG5Ih82AGOzHo+Jyl4di9nrgX8HTnf3A06frD4UJa799cfxu3VPsvnrE5ly5bMEa9YTtLQUOiwRESmcOcBkM5tgZuXABcDs7APM7BjgZ8Db3H1rLhdVDUUJS9TWUn7NZt49/rVUpOfEeYp4EZHSl8MIjby8jHvazC4HHgCSwM3uvtjMvgbMdffZwLeBfsBvLWwef8nd39bVdZVQlCIzElVVfHL+PH525pmk05pKW0Sk+HmvNUW7+33AffuU/UfW/usP9ppq8ig1ZrS85Xiq/lLDz047jfSGjYWOSERE+gDVUJSKqFZizRdmMvjkzWz/zgSqtsxTx0sRkRgp1MJe+aAaihJgqRSr//skLn52KS3D0/S/tIWqe5/R7JciInHjnp+tAFRDUQLWfuUEkk1w25vPYNr6haQ1ikNEJH4cLH/zUPQ61VCIiIhIt6mGogS0DslwxDfWkt60udChiIhId8S435sSipizsnKmXPkc6ba2QociIiLdFd98Qk0ecbfp8ll4ayuY3koRESkc1VDEmJWV0zw8Smc9xj15REQE6LW1PHpEQRIKM1sD7AEyQNrdZ5nZIOA3wHhgDfBed28oRHyxkEjy1gWb+PN76slArNvdREQkEuPP8kLWk5/p7jOzlle9Gvibu08G/hY9lixWVk6yro7k1EkMfayWP73/dWSWLC90WCIiIkXV5HE+cEa0fyvwD+BLhQqmqCSSAGz4t1mU73KGX7CWjddOouy5uQUOTERE8saBGLdeFyqhcOBBM3PgZ+5+IzDc3TdFz28GhhcotqKTGj2S1onDSLTBrtNaGHzNUCoWLo3z752IiOzDcPWhOASvdfcNZjYMeMjMXsh+0t09Sjb+hZldBlwGUEl1z0daSGa0nTOLhs/spLZiOyOu6Y/9ZDne2qpkQkSkFCmhODjuviH6udXM7gFOALaY2Uh332RmI4GtnZx7I3AjQJ0Niu+/fA6S/evYcFqKw/6nlooVzfje9WQ034SIiBShXu+UaWY1ZlbbsQ+8EXgemA1cHB12MXBvb8dWbDLTxjH2r22Uz1tBet16Mg0Nsc5eRUTkALQ42EEZDtxjZh2v/yt3/4uZzQHuMrNLgbXAewsQW9GwVIots/ox8o6lZHbvLnQ4IiLS09Qp8+C4+yrg6P2U7wDO7u14ipIZzW86lmSLQyp6ixJJLUcuIiJFq5iGjYqIiPRpcR7loQUgilDiqKm89I6AYb97gcy2bWGhptYWESl9Me5DoYSi2CSSDP7pZib/ov3VSUSMs1YREclFnpKJPtQpU7pgx02n4X0N2LoFqMeEiIjEhWooikkiiV/fQGbrtkJHIiIivc2JdQ2FEooikRw4kOU3zST58TK8tbXQ4YiISCEEedoKQAlFoZmRnDKRq+c9TN3CCoK1GwodkYiIyEFTH4oCW/P1kxh1wkb+++jXMYpFBBn1nBAR6aviPGxUCUUhJJKkhg+FVIogBanrBhLsfUkjOURE+roY/x1QQtHbzNj7rlnsOCrByJM3MvnC5QQ7d+Ex/iUSERFRQtGLrKycZT+bQe2g3SSfGYjfMIzM9rUQrmsiIiJ9mQNBfL9cKqHoDWbYzOkM+/E6tt5axsh7G/C2LWR21IfPq3ZCREQo3JDPfFBC0QtSI4az/oz+tH21ipFL15HZXo+3txU6LBERKTZKKKRTZjTdVkHLM075wwtJp9tj/QsjIiKyP0ooREREikWMv3AqoehBlkrxmqcDFl0+gPFPPaWRHCIi0jl1ypTOJIcOYcmlg0gsXqpkQkRESpqm3u7KPsM5raw851MTM6ax/DsjsDWdTKWtoaIiIvIqDh7kZysA1VDkKpHEyqJ/roRhZpBIYOVlYAnIZPBMBk+nsfJytv9XwLBbKwgam/H9TaetGgsREdlXjP82KKHogiWTeDoNQKK8DKvtR/Nx4wjKjMbhSQAyFUaq2clUGuW7nMqGDJs/2MKYG8oof2oRQXsbVlaOB1qjQ0REuqA+FCXOjOSggbQcM4GtsyqwDFRvdqp2BJhDy4AELYOMlmFO5eRdTBi2md13TCP18JN4Mkw6NOeEiIiUOiUUXUj0ryPY20h66liCigT91gfUrmmhbEcj7YNryFSnKN+Vpt8Go2p1A75+Ew3NzQzzJwBert0QERHJiZo8SlN6ylg2n1JD0winfKcx4eZVAPig/pRt3kVZeRls3UGmficZNWmIiEh3KaEoLY3vOpGGKUlaj2oiaG9h8k/SpDbU421teGMT1tZGsLfx5Y6Ycf4FEBERyQclFPtoeueJ7PrAHtJL+jPlur1klq8kOWQI6W3bsLJyrCyFVVWRyGQImltgfyM4REREDpoWBysZyamT2HSqMfUzu/C6NMHKNeGb294WDhtNhtN2BPUNBC2t0Xjf+L75IiJSRBwICjOHRD4ooYikRo7AftbIhP9XS2bLNnzDxpeThcyu3eCOpy2ccyIRTUqlZEJERARQQkGispKgpYXdJ4+j+otNlK1cS6ZjmKfZq5KGsL+ERm6IiEgPifEX1T6fUIiIiBQNJRTx5ek0qcPHU3/RXqrfvYRXdbHseGP3/SkiIpJ3rpky42zrR4+n6u1bOOw9LxG4v3rRrn2aPERERGT/+m5CYcaL3z8BBrQy6JsDCPas+tdjlEyIiEhvcfACrRSaD30uoUhUVkIiwfKvz6BqU4KxVz776tVAlUSIiEihqMkjPjLHTmXNW6qpXW2MuHEenm4PVxWNb1IoIiJScIlCB9BbLJUidfh4/D/rCcqdkQ/Xk6iqBEtoES8RESkO7vnZCqD0ayjMSA4bygvfGsO3T76bm994BpPWzyVIp9XpUkREiod7rGfKLPkaCksmWfmZidTNq+QXM6aTXrvulRoJJRMiIiJ5UfI1FLveO4vKbcbIXy4iaGkpdDgiIiKdi/EX3ZJOKFKjR7Hr8AQTfrmG9N69hQ5HRESkSx7jJo+STSgSlZUsv2Icox9uJ7N9R6yzPhER6QvivXx5afahSCTZ8uFjGLzQqXp4Ed7WVuiIRERESlrp1VCYsfJbxxMMaWPat/eSaW2NdcYnIiJ9hKOJrURERCQPYjzLYkklFJZK4bOmM2CpMewPqwl27wVLgGcOfLKIiIgcspJJKBK1taz5t6NoGZVm6k17ydQ3qKlDRERiwwGPcZNH0XXKNLNzzWyZma0ws6tzOSc5eBBfeu5xWkakGfFoAp5dqmRCRETixT1s8sjHVgBFVUNhZkngR8AbgPXAHDOb7e5LOjvHT53JBTf9iW+ddDZTdy/A29pwJRMiIhJDvVVDYWbnAt8HksAv3P36fZ6vAG4DjgN2AO9z9zVdXbPYaihOAFa4+yp3bwPuBM7v7ODJMxo5+6eP85tzTiazbRuuER0iIiJdyvry/iZgOnChmU3f57BLgQZ3nwR8F/jmga5bVDUUwGhgXdbj9cCJ2QeY2WXAZQCVVPP3o2r2OUVERCSmeqe54uUv7wBm1vHlPbs14Hzg2mj/buCHZmbeRRNAsSUUB+TuNwI3ApjZnr/63csKHFK+DQG2FzqIPNM9xYPuKR50T4UxrqdfYA8ND/zV7x6Sp8tVmtncrMc3Rn8/IYcv79nHuHvazHYBg+nifSq2hGIDMDbr8ZiorDPL3H1Wz4bUu8xsru6p+Ome4kH3FA+leE+Hwt3PLXQM3VFsfSjmAJPNbIKZlQMXALMLHJOIiEgpyeXL+8vHmFkK6E/YObNTRZVQuHsauBx4AFgK3OXuiwsblYiISEnJ5cv7bODiaP/dwN+76j8BxdfkgbvfB9yX4+E3HviQ2NE9xYPuKR50T/FQivdUtKI+ER1f3pPAze6+2My+Bsx199nATcDtZrYCqCdMOrpkmrNBREREuquomjxEREQknpRQiIiISLfFNqE4lDU/ioGZjTWzh81siZktNrMrovJrzWyDmT0XbedlnfPl6D6Xmdk5hYu+c2a2xswWRbHPjcoGmdlDZvZi9HNgVG5m9oPonhaa2bGFjf5fmdnUrPfiOTPbbWafi9v7ZGY3m9lWM3s+q+yg3xczuzg6/kUzu3h/r9VbOrmnb5vZC1Hc95jZgKh8vJk1Z71fP80657jod3ZFdN9WgNvpiGV/93TQv2vF9LnYyT39Jut+1pjZc1F5LN4nOQB3j91G2IlkJXA4UA4sAKYXOq4cYx8JHBvt1wLLCac+vRa4aj/HT4/urwKYEN13stD3sZ841wBD9in7FnB1tH818M1o/zzgfsCAk4CnCx1/Dr9vmwkntonV+wScBhwLPH+o7wswCFgV/RwY7Q8ssnt6I5CK9r+ZdU/js4/b5zrPRPdp0X2/qcju6aB+14rtc3F/97TP898B/iNO75O2rre41lAc1JofxcTdN7n7/Gh/D+Hw2NFdnHI+cKe7t7r7amAF4f3HwfnArdH+rcDbs8pv89BTwAAzG1mA+HJ1NrDS3dd2cUxRvk/u/ihhD+1sB/u+nAM85O717t4APAQUbAKe/d2Tuz/o4bBzgKcIx9V3KrqvOnd/yt2dcBGkt/dAuDnp5H3qTGe/a0X1udjVPUW1DO8Fft3VNYrtfZKuxTWh2N+0oV39US5KZjYeOAZ4Oiq6PKqyvbmjGpr43KsDD5rZPAvXWwEY7u6bov3NwPBoPy731OECXv3BF+f3CQ7+fYnTvQF8hPCbbIcJZvasmT1iZq+LykYT3keHYr2ng/ldi9P79Dpgi7u/mFUW5/dJiG9CEXtm1g/4HfA5d98N/ASYCMwENhFWB8bJa939WMLV6z5tZqdlPxl9u4jdGGULJ315G/DbqCju79OrxPV96YyZ/TuQBu6IijYBh7n7McDngV+ZWV2h4jtIJfW7to8LeXWSHuf3SSJxTSgOds2PomJmZYTJxB3u/nsAd9/i7hl3D4Cf80p1eSzu1d03RD+3AvcQxr+loykj+rk1OjwW9xR5EzDf3bdA/N+nyMG+L7G4NzP7MPAW4KIoUSJqFtgR7c8j7GMwhTD+7GaRorunQ/hdi8v7lALeCfymoyzO75O8Iq4JRWzX/IjaDm8Clrr7DVnl2X0I3gF09IyeDVxgZhVmNgGYTNhJqWiYWY2Z1XbsE3aQe55XT916MXBvtD8b+FA0quAkYFdWFXyxedU3qTi/T1kO9n15AHijmQ2Mqt3fGJUVDTM7F/gi8DZ3b8oqH2pmyWj/cML3ZVV0X7vN7KTo/+SHeOXfoSgcwu9aXD4XXw+84O4vN2XE+X2SLIXuFXqoG2GP9OWEmey/Fzqeg4j7tYRVzAuB56LtPOB2YFFUPhsYmXXOv0f3uYwi7OFM2Kt8QbQt7ng/CJe6/RvwIvBXYFBUbsCPontaBMwq9D10cl81hIvh9M8qi9X7RJgMbQLaCdufLz2U94WwX8KKaLukCO9pBWH/gY7/Uz+Njn1X9Dv5HDAfeGvWdWYR/pFeCfyQaObgIrqng/5dK6bPxf3dU1R+C/CJfY6NxfukretNU2+LiIhIt8W1yUNERESKiBIKERER6TYlFCIiItJtSihERESk25RQiIiISLcpoRDpJjPLRCskLjazBWZ2pZn12P+taGXG5w98ZJfXuGafx090L6ouX2u8mb2/p64vIsVBCYVI9zW7+0x3fw3wBsLZNb9a4JheFs1MuK9XJRTufkoPhjAeUEIhUuKUUIjkkYdTj19GuKiTmVnSzL5tZnOiRZ4+3nGsmX3JzBZFtRrXR2Uzzeyp6Nh7OhaEMrPjouMWAJ/OusZ+r29mZ5jZP81sNrAkO8botaqiWpU7orK9Wec9Ymb3mtkqM7vezC4ys2eiWCdGxw01s99FrzvHzE6Nyk+PrvuchQs91QLXA6+Lyv7tADE/amZ/NrNlZvbTnqzpEZE8K/TMWtq0xX0D9u6nbCfhKp6XAV+JyiqAucAEwlqMJ4Dq6LmO2SoXAqdH+18DvpdVflq0/23g+Wi/s+ufATQCE3KJueNxdN5OYGR0vQ3AddFzV2TF8yvCBeEADiOcSh7gj8Cp0X4/IBVd809Zr9VVzC2EM68mCZdJf3eh319t2rTltu2vKlRE8ueNwAwze3f0uD/hOgWvB37p0boT7l5vZv2BAe7+SHTsrcBvzWxAVP5oVH47YULS1fXbgGfcffUhxDzHo7VVzGwl8GBUvgg4M9p/PTA9XF4BgDoLV9B9HLghqvn4vbuvzzrmQP8mHTGvil7714RT1d99CPcgIr1MCYVInkWLG2UIV/E04DPu/sA+x5yTr5fr5PpnENZQHIrWrP0g63HAK58ZCeAkd2/Z59zrzezPhGtKPN7JfXYV875rAWhtAJGYUPukSB6Z2VDgp8AP3d0JV+X8pIVL1mNmUyxckfUh4BIzq47KB7n7LqDBzF4XXe6DwCPuvhPYaWavjcovynrJzq5/IO0d5xyiB4HPdDwws5nRz4nuvsjdv0m4+uU0YA9Qm2PMJ0SrZSaA9wGPdSNGEelFqqEQ6b4qM3sOKAPShE0SHUvT/4JwlMP8aPnlbcDb3f0v0R/huWbWBtxHOPLiYuCnUaKxCrgkus4lwM1m5rzSBNHp9XOI+UZgoZnNd/eLDnj0v/os8CMzW0j4OfIo8Angc2Z2JmFtxmLg/mg/E3UovQX4fhcxzyFcUXIS8DBwzyHEJiIFoNVGRaQoRE0eV7n7WwociogcAjV5iIiISLephkJERES6TTUUIiIi0m1KKERERKTblFCIiIhItymhEBERkW5TQiEiIiLd9v8BFNm7aDXo0HUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_title(f'Alignment steps')\n",
    "im = ax.imshow(\n",
    "    alignment_history[0].numpy(),\n",
    "    aspect='auto',\n",
    "    origin='lower',\n",
    "    interpolation='none')\n",
    "fig.colorbar(im, ax=ax)\n",
    "xlabel = 'Decoder timestep'\n",
    "plt.xlabel(xlabel)\n",
    "plt.ylabel('Encoder timestep')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_outputs = tf.reshape(mel_outputs, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_outputs), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let inference other input to check dynamic shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"The Commission further recommends that the Secret Service coordinate its planning as closely as possible with all of the Federal agencies from which it receives information.\"\n",
    "input_ids = processor.text_to_sequence(input_text)\n",
    "input_ids = np.concatenate([input_ids, [len(symbols) - 1]], -1)  # eos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "decoder_output, mel_outputs, stop_token_prediction, alignment_history = tacotron2.inference(\n",
    "        tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "        tf.convert_to_tensor([len(input_ids)], tf.int32),\n",
    "        tf.convert_to_tensor([0], dtype=tf.int32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_title(f'Alignment steps')\n",
    "im = ax.imshow(\n",
    "    alignment_history[0].numpy(),\n",
    "    aspect='auto',\n",
    "    origin='lower',\n",
    "    interpolation='none')\n",
    "fig.colorbar(im, ax=ax)\n",
    "xlabel = 'Decoder timestep'\n",
    "plt.xlabel(xlabel)\n",
    "plt.ylabel('Encoder timestep')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_outputs = tf.reshape(mel_outputs, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_outputs), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
